Applications

Pointer papers and domain lists. New application papers that only use BO should go to a domain list, not here.

• Bayesian Optimization for Learning Gaits under Uncertainty - Calandra, Seyfarth, Peters, and Deisenroth, Annals of Mathematics and Artificial Intelligence, 2016. Early robotics application.
• Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders - Stanton et al., ICML 2022. Latent-space BO for sequences.
• Bayesian Optimization for Automated Model Selection - Malkomes, Schaff, and Garnett, NeurIPS 2016. BO over kernel and model families.
• Awesome Bayesian Optimization (materials) - Materials-science software and papers.